Cube vs. Grafana Cloud Comparison


Cube Cube Dev	Grafana Cloud Grafana Labs	+	+
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About Cube is an AI-powered business intelligence and semantic layer platform that helps organizations access, analyze, and govern business data across applications and AI agents. The software connects to data warehouses, databases, and other data sources to create a centralized semantic model containing standardized metrics, dimensions, relationships, and business definitions. Its AI-powered analytics capabilities allow users to ask questions in natural language, generate reports, build dashboards, and explore data without writing complex SQL queries. Cube provides Model Context Protocol (MCP) integrations that enable AI assistants such as ChatGPT, Claude, and Cursor to retrieve governed business information and perform analytical tasks. Its query acceleration engine uses caching and pre-aggregations to improve analytics performance while maintaining consistent data access controls.		About Grafana Labs delivers the leading AI-powered observability platform, built around Grafana—the world’s most widely adopted open source technology for dashboards and visualization. Recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms (3x) and furthest in Completeness of Vision (2025, 2026), Grafana Labs supports more than 25 million users and thousands of organizations, from startups to the Fortune 500. Grafana Cloud is the open observability cloud, built on open source, open standards, and open ecosystems. Powered by the LGTM stack—Grafana (visualization), Mimir (metrics), Loki (logs) & Tempo (traces)—it unifies telemetry in one platform for full-stack visibility across applications, infrastructure, and digital experiences. With the AI-powered Grafana Assistant and Adaptive Telemetry suite, teams detect and resolve issues faster, reduce wasteful telemetry spend, and gain real-time insights to ensure reliability. Native OTel support and 100s of integrations mean you can plug in existing tools & data sources.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported		Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Data engineers, analytics engineers, business intelligence teams, data analysts, software developers, AI engineers, autonomous agent developers, SaaS companies, enterprise IT departments, product managers, and organizations seeking governed semantic layers, AI-powered analytics, embedded business intelligence, natural language data exploration, and secure enterprise data access		Audience Engineering teams, SREs, developers, and platform architects who need scalable, AI-powered observability across modern applications, infrastructure, and cloud-native environments.
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported		Support Phone Support Supported 24/7 Live Support Supported Online Supported
API Offers API Supported		API Offers API Supported
Screenshots and Videos View more images or videos		Screenshots and Videos View more images or videos
Pricing No information available. Free Version Supported Free Trial Not Supported		Pricing $0 Forever Free Tier: All Grafana Cloud services, up to 10k metrics, 50GB logs, traces & profiles; 14-day retention; 3 active users Pro: from $19/month + usage Enterprise: from $25K/year Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software		Reviews/Ratings Overall 5.0 / 5 ease 4.5 / 5 features 5.0 / 5 design 4.5 / 5 support 5.0 / 5 Read all reviews
		Pros from Real Users Pros - Excellent support. - Love all the documentation that exists. makes it so much better than closed source products that we migrated away from. - We've had the best experience with both the people that got us stood up and the continued support. Our account manager is a complete rockstar. Chris Harbro is probably the most technical account manager I've dealt with and his tenacity for finding solutions to our issues is impressive. Our onboarding sales engineer Ian Bloom was like that as well. - AI features. This is what hooked us. AI is changing so quickly so who knows what this'll look like when someone reads this: I started using grafana MCP with grafana at first so when I started using the AI assistant in the cloud it was amazing, MCP alone is great but there's still a disconnect between the operator and the harness on what each other is looking at. with the AI assistant if works more more symbiotically. I will admit that now with claude chrome extension though it's pretty close. Grafana is a trusted tool for a reason, and as such I've used it every company I have worked for. The tool makes creating new dashboards a breeze. And with their new AI tool, you can update and create dashboards with confidence. When our network dashboard broke due to a plugin deprecating, the AI tool was able to recommend a new plugin, build the dashboard, and configure it based on SNMP logs it read from our central log store. It even recommended things to configure alerts on and added more metrics for us to track.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported		Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Company Information Cube Dev Founded: 2016 United States cube.dev/		Company Information Grafana Labs Founded: 2014 United States grafana.com
Alternatives Grafana Cloud Grafana Labs		Alternatives New Relic
dbt dbt Labs		Google Cloud Monitoring Google
Peekdata		groundcover
AnalyticsCreator		Dash0
Timbr.ai View All		Datadog View All
Categories Application Development Supported Business Intelligence Supported Dashboard Supported Data Integration Supported Data Modeling Supported Integration Supported Semantic Layer Supported		Categories AI Agent Observability Supported AI Observability Supported Application Performance Monitoring (APM) Supported Container Monitoring Supported Dashboard Supported Data Visualization Supported Database Monitoring Supported Incident Management Supported Incident Response Supported IT Alerting Supported IT Infrastructure Monitoring Supported Log Monitoring Supported Observability Supported Performance Testing Supported Reporting Supported Telemetry Supported
		Dashboard Features Annotations Supported Data Source Integrations Supported Functions / Calculations Supported Interactive Supported KPIs Supported OLAP Supported Private Dashboards Supported Public Dashboards Supported Scorecards Supported Themes Supported Visual Analytics Supported Widgets Supported Show More Features Application Performance Monitoring (APM) Features Baseline Manager Supported Diagnostic Tools Supported Full Transaction Diagnostics Supported Performance Control Supported Resource Management Supported Root-Cause Diagnosis Supported Server Performance Supported Trace Individual Transactions Supported Data Visualization Features Analytics Supported Content Management Supported Dashboard Creation Supported Filtered Views Supported OLAP Supported Relational Display Supported Simulation Models Supported Visual Discovery Supported Database Monitoring Features Anomaly Detection Supported Autodiscovery Supported Capacity Planning Supported Dashboard Supported Dependency Tracking Not Supported Historical Trend Analysis Supported Multitenancy Supported Notifications / Alerts Supported Performance Monitoring Supported Permissions / Access Controls Supported Predictive Analytics Supported Prioritization Not Supported Query Analysis Supported Resource Optimization Supported Troubleshooting Supported IT Alerting Features Alert Noise Reduction Supported Alert Routing Supported Dynamic Notifications Supported Enriched Incident Context Supported Escalation Policies Supported Incident History Audit Supported Multi-User Alerting Supported Multiple Alert Types Supported On-Call Management Supported Rich HTML Email Notifications Supported IT Infrastructure Monitoring Features Alerts / Notifications Supported Application Monitoring Supported Bandwidth Monitoring Supported Capacity Planning Supported Configuration Change Management Supported Data Movement Monitoring Supported Health Monitoring Supported Multi-Platform Support Supported Performance Monitoring Supported Point-in-Time Visibility Supported Reporting / Analytics Supported Virtual Machine Monitoring Supported Incident Management Features Audit Trail Supported Corrective Actions (CAPA) Supported Disaster Recovery Supported Incident Reporting Supported IT Incident Management Supported OSHA Compliance Not Supported Root-Cause Diagnosis Supported Safety Management Not Supported Task Management Supported Ticket Management Supported Reporting Features Customizable Dashboard Supported Data Source Connectors Supported Drag & Drop Supported Drill Down Supported Email Reports Supported Financial Reports Not Supported Forecasting Supported Marketing Reports Not Supported OLAP Supported Report Export Supported Sales Reports Not Supported Scheduled / Automated Reports Supported
Integrations Apolo Not Supported Devtron Not Supported Dokku Not Supported Google Cloud BigQuery Supported Grok Bot Not Supported ITOC360 Not Supported Kamatera Not Supported Kops.dev Not Supported MooseFS Not Supported Netdata Not Supported Nutanix Kubernetes Platform Not Supported Opster Not Supported Oracle Big Data Discovery Not Supported PFLB Not Supported Peaka Not Supported QuantaStor Not Supported RAD Security Not Supported StarOps Not Supported Traefik Mesh Not Supported Uptrace Not Supported Show More Integrations View All 11 Integrations		Integrations Apolo Supported Devtron Supported Dokku Supported Google Cloud BigQuery Not Supported Grok Bot Supported ITOC360 Supported Kamatera Supported Kops.dev Supported MooseFS Supported Netdata Supported Nutanix Kubernetes Platform Supported Opster Supported Oracle Big Data Discovery Supported PFLB Supported Peaka Supported QuantaStor Supported RAD Security Supported StarOps Supported Traefik Mesh Supported Uptrace Supported Show More Integrations View All 203 Integrations
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